Advancing Active Authentication for User Privacy and Revocability with BioCapsules
Advancing Active Authentication for User Privacy and Revocability with BioCapsules
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利用 BioCapsules 推进用户隐私和可撤销性的主动身份验证
DOI：
10.1145/3565287.3617624
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发表时间：
2023
期刊：
影响因子：
--
通讯作者：
Zou, Xukai
中科院分区：
文献类型：
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作者：
Sanchez, Edwin Antonio;Weyer, Anthony;Palackal, Joseph;Wang, Kai;Phillips, Tyler;Zou, Xukai
近年来，生物识别面部认证已成为一种普遍的认证模式。随着生物识别系统的普及，人们对基于生物识别的系统的安全和隐私的担忧也随之增加。因此，需要一种能够解决安全和隐私问题，同时保持用户友好和实用的系统。 BioCapsule方案是一种灵活的解决方案，可以嵌入现有的生物识别系统中，以提供强大的安全和隐私保护。虽然 BioCapsule 的静态人脸身份验证功能已得到评估，但本文将该方案扩展到主动身份验证，即在整个会话中对用户进行持续身份验证。我们使用 MOBIO 数据集，其中包含 150 个人在多个会话中使用移动设备的视频记录，以便评估主动身份验证领域内的 BioCapsule 方案。我们发现 BioCapsule 方案不仅性能与基线、不安全的系统性能相当，而且在某些情况下在错误接受率、错误拒绝率和等错误率方面超过了基线性能。通过我们的实验，我们证明 BioCapsule 方案是对现有基于生物识别的主动身份验证系统的强大且实用的补充，可提供强大的安全和隐私保护。
Biometric Facial Authentication has become a pervasive mode of authentication in recent years. With this surge in popularity, concerns over the security and privacy of biometrics-based systems have grown. Therefore, there is a need for a system that can address security and privacy issues while remaining user-friendly and practical. The BioCapsule scheme is a flexible solution that can be embedded in existing biometrics systems in order to provide robust security and privacy protections. While BioCapsules have been evaluated for their static face authentication capabilities, this paper extends the scheme to Active Authentication, where a user is continuously authenticated throughout a session. We use the MOBIO dataset, which contains video recordings of 150 individuals using mobile devices over several sessions, in order to evaluate the BioCapsule scheme within the domain of Active Authentication. We find that the BioCapsule scheme not only performs comparably to baseline, unsecured system performance, but in some cases exceeds baseline performance in terms of False Acceptance Rate, False Rejection Rate, and Equal Error Rate. Through our experiments, we demonstrate that the BioCapsule scheme is a powerful and practical addition to existing biometrics-based Active Authentication systems to provide robust security and privacy protections.
通过深度学习增强基于生物识别胶囊的身份验证和面部识别
DOI：
10.1145/3322431.3325417
发表时间：
2019
期刊：
2019
影响因子：
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作者：
Phillips, Tyler;Zou, Xukai;Li, Feng;Li, Ninghui
通讯作者：
Li, Ninghui
生物识别密码系统：未解决的问题和挑战
DOI：
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发表时间：
2016
期刊：
2016 International Conference on Information Science and Communications Technologies (ICISCT)
影响因子：
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作者：
Ganiyev Salim Karimovich;Khudoykulov Zarif Turakulovich
通讯作者：
Khudoykulov Zarif Turakulovich
AuthN-AuthZ：集成、用户友好且保护隐私的身份验证和授权
DOI：
10.1109/tps-isa50397.2020.00034
发表时间：
2020
期刊：
Privacy and Security in Intelligent Systems and Applications (TPS-ISA
影响因子：
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作者：
Phillips, Tyler;Yu, Xiaoyuan;Haakenson, Brandon;Goyal, Shreya;Zou, Xukai;Purkayastha, Saptarshi;Wu, Huanmei
通讯作者：
Wu, Huanmei